Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 656 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 118.0 KiB |
| Average record size in memory | 184.2 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 11 |
Price is highly overall correlated with RAM and 9 other fields | High correlation |
Weight is highly overall correlated with Screen Size and 1 other fields | High correlation |
Screen Size is highly overall correlated with Weight and 3 other fields | High correlation |
PPI is highly overall correlated with Resolution X and 7 other fields | High correlation |
RAM is highly overall correlated with Price and 8 other fields | High correlation |
Memory is highly overall correlated with Price and 3 other fields | High correlation |
FrontCamMP is highly overall correlated with RAM | High correlation |
Battery is highly overall correlated with Weight and 1 other fields | High correlation |
Age is highly overall correlated with Screen Size and 4 other fields | High correlation |
Resolution X is highly overall correlated with Price and 8 other fields | High correlation |
Resolution Y is highly overall correlated with PPI and 6 other fields | High correlation |
MaxSpeed is highly overall correlated with Price and 7 other fields | High correlation |
MaxVideoResolutionWidth is highly overall correlated with Price and 5 other fields | High correlation |
MaxVideoResolutionHeight is highly overall correlated with Price and 5 other fields | High correlation |
OpSys_version is highly overall correlated with Age and 4 other fields | High correlation |
Brand_encoded is highly overall correlated with Wireless Ch and 2 other fields | High correlation |
Refresh Rate is highly overall correlated with 5G | High correlation |
NoofCam is highly overall correlated with Age | High correlation |
Wireless Ch is highly overall correlated with Price and 6 other fields | High correlation |
Fast Charging is highly overall correlated with Memory and 3 other fields | High correlation |
Fingerprint is highly overall correlated with Screen Size and 6 other fields | High correlation |
4G is highly overall correlated with Screen Size and 5 other fields | High correlation |
5G is highly overall correlated with Price and 4 other fields | High correlation |
MaxFrameRate is highly overall correlated with Price and 3 other fields | High correlation |
ScreenType_LCD is highly overall correlated with Price and 6 other fields | High correlation |
ScreenType_OLED is highly overall correlated with PPI and 2 other fields | High correlation |
Fast Charging is highly imbalanced (59.5%) | Imbalance |
Fingerprint is highly imbalanced (73.9%) | Imbalance |
Dual SIM is highly imbalanced (91.5%) | Imbalance |
4G is highly imbalanced (98.4%) | Imbalance |
MaxFrameRate is highly imbalanced (66.6%) | Imbalance |
ScreenType_OLED is highly imbalanced (63.9%) | Imbalance |
Age has 7 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-11 11:15:41.342739 |
|---|---|
| Analysis finished | 2023-07-11 11:16:16.135741 |
| Duration | 34.79 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Price
Real number (ℝ)
| Distinct | 296 |
|---|---|
| Distinct (%) | 45.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25247.867 |
| Minimum | 10099 |
|---|---|
| Maximum | 99900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 10099 |
|---|---|
| 5-th percentile | 10999 |
| Q1 | 14384.25 |
| median | 18994 |
| Q3 | 29990 |
| 95-th percentile | 62499 |
| Maximum | 99900 |
| Range | 89801 |
| Interquartile range (IQR) | 15605.75 |
Descriptive statistics
| Standard deviation | 16572.955 |
|---|---|
| Coefficient of variation (CV) | 0.65641009 |
| Kurtosis | 4.5497378 |
| Mean | 25247.867 |
| Median Absolute Deviation (MAD) | 6004.5 |
| Skewness | 2.0725138 |
| Sum | 16562601 |
| Variance | 2.7466284 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13999 | 22 | 3.4% |
| 14999 | 18 | 2.7% |
| 17999 | 16 | 2.4% |
| 10999 | 16 | 2.4% |
| 15999 | 14 | 2.1% |
| 11999 | 14 | 2.1% |
| 13499 | 13 | 2.0% |
| 24999 | 13 | 2.0% |
| 12999 | 13 | 2.0% |
| 19999 | 11 | 1.7% |
| Other values (286) | 506 |
| Value | Count | Frequency (%) |
| 10099 | 1 | 0.2% |
| 10199 | 1 | 0.2% |
| 10294 | 1 | 0.2% |
| 10400 | 1 | 0.2% |
| 10489 | 1 | 0.2% |
| 10490 | 1 | 0.2% |
| 10499 | 3 | |
| 10500 | 1 | 0.2% |
| 10699 | 2 | |
| 10758 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 99900 | 1 | 0.2% |
| 97999 | 1 | 0.2% |
| 94999 | 1 | 0.2% |
| 91999 | 2 | |
| 89999 | 3 | |
| 89400 | 1 | 0.2% |
| 84999 | 1 | 0.2% |
| 83000 | 1 | 0.2% |
| 81499 | 1 | 0.2% |
| 80999 | 1 | 0.2% |
Weight
Real number (ℝ)
| Distinct | 113 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 187.52439 |
| Minimum | 124 |
|---|---|
| Maximum | 271 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 124 |
|---|---|
| 5-th percentile | 157 |
| Q1 | 179 |
| median | 189 |
| Q3 | 198 |
| 95-th percentile | 209 |
| Maximum | 271 |
| Range | 147 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 16.562791 |
|---|---|
| Coefficient of variation (CV) | 0.088323394 |
| Kurtosis | 1.6936617 |
| Mean | 187.52439 |
| Median Absolute Deviation (MAD) | 9.5 |
| Skewness | -0.36887037 |
| Sum | 123016 |
| Variance | 274.32603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 190 | 28 | 4.3% |
| 195 | 26 | 4.0% |
| 205 | 23 | 3.5% |
| 182 | 23 | 3.5% |
| 189 | 22 | 3.4% |
| 192 | 21 | 3.2% |
| 188 | 19 | 2.9% |
| 186 | 18 | 2.7% |
| 187 | 18 | 2.7% |
| 179 | 15 | 2.3% |
| Other values (103) | 443 |
| Value | Count | Frequency (%) |
| 124 | 1 | |
| 133 | 2 | |
| 138 | 1 | |
| 139 | 1 | |
| 140 | 2 | |
| 142 | 1 | |
| 142.6 | 1 | |
| 143 | 1 | |
| 144 | 2 | |
| 145 | 1 |
| Value | Count | Frequency (%) |
| 271 | 1 | 0.2% |
| 229 | 1 | 0.2% |
| 228 | 2 | 0.3% |
| 227 | 1 | 0.2% |
| 225 | 5 | |
| 221 | 4 | |
| 220 | 1 | 0.2% |
| 219 | 1 | 0.2% |
| 218 | 3 | |
| 216 | 2 | 0.3% |
Screen Size
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4681707 |
| Minimum | 4 |
|---|---|
| Maximum | 7.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 5.8075 |
| Q1 | 6.43 |
| median | 6.53 |
| Q3 | 6.67 |
| 95-th percentile | 6.73 |
| Maximum | 7.6 |
| Range | 3.6 |
| Interquartile range (IQR) | 0.24 |
Descriptive statistics
| Standard deviation | 0.32941958 |
|---|---|
| Coefficient of variation (CV) | 0.050929327 |
| Kurtosis | 13.841505 |
| Mean | 6.4681707 |
| Median Absolute Deviation (MAD) | 0.12 |
| Skewness | -3.1185254 |
| Sum | 4243.12 |
| Variance | 0.10851726 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.5 | 74 | 11.3% |
| 6.6 | 66 | 10.1% |
| 6.7 | 63 | 9.6% |
| 6.67 | 62 | 9.5% |
| 6.4 | 44 | 6.7% |
| 6.43 | 42 | 6.4% |
| 6.44 | 26 | 4.0% |
| 6.58 | 25 | 3.8% |
| 6.1 | 22 | 3.4% |
| 6.55 | 21 | 3.2% |
| Other values (40) | 211 |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.2% |
| 4.5 | 1 | 0.2% |
| 4.7 | 4 | 0.6% |
| 5 | 2 | 0.3% |
| 5.2 | 3 | 0.5% |
| 5.4 | 4 | 0.6% |
| 5.5 | 11 | |
| 5.6 | 1 | 0.2% |
| 5.7 | 3 | 0.5% |
| 5.8 | 3 | 0.5% |
| Value | Count | Frequency (%) |
| 7.6 | 1 | 0.2% |
| 6.95 | 3 | 0.5% |
| 6.9 | 2 | 0.3% |
| 6.8 | 9 | 1.4% |
| 6.78 | 15 | 2.3% |
| 6.74 | 2 | 0.3% |
| 6.73 | 3 | 0.5% |
| 6.72 | 10 | 1.5% |
| 6.71 | 2 | 0.3% |
| 6.7 | 63 |
PPI
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 387.83384 |
| Minimum | 218 |
|---|---|
| Maximum | 568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 218 |
|---|---|
| 5-th percentile | 269 |
| Q1 | 393 |
| median | 400 |
| Q3 | 409 |
| 95-th percentile | 477 |
| Maximum | 568 |
| Range | 350 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 60.078078 |
|---|---|
| Coefficient of variation (CV) | 0.15490674 |
| Kurtosis | 1.0359931 |
| Mean | 387.83384 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.55818845 |
| Sum | 254419 |
| Variance | 3609.3754 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 395 | 81 | 12.3% |
| 409 | 72 | 11.0% |
| 270 | 55 | 8.4% |
| 400 | 50 | 7.6% |
| 405 | 42 | 6.4% |
| 401 | 33 | 5.0% |
| 411 | 27 | 4.1% |
| 393 | 24 | 3.7% |
| 269 | 22 | 3.4% |
| 402 | 20 | 3.0% |
| Other values (60) | 230 |
| Value | Count | Frequency (%) |
| 218 | 1 | 0.2% |
| 233 | 1 | 0.2% |
| 258 | 1 | 0.2% |
| 266 | 2 | 0.3% |
| 267 | 5 | 0.8% |
| 268 | 8 | 1.2% |
| 269 | 22 | 3.4% |
| 270 | 55 | |
| 274 | 3 | 0.5% |
| 282 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 568 | 1 | 0.2% |
| 566 | 1 | 0.2% |
| 551 | 2 | 0.3% |
| 531 | 3 | 0.5% |
| 526 | 10 | |
| 524 | 1 | 0.2% |
| 522 | 2 | 0.3% |
| 521 | 3 | 0.5% |
| 518 | 1 | 0.2% |
| 516 | 1 | 0.2% |
Refresh Rate
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.2 KiB |
| 60 | |
|---|---|
| 120 | |
| 90 | |
| 144 | 13 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.3689024 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1554 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 90 |
|---|---|
| 2nd row | 90 |
| 3rd row | 60 |
| 4th row | 60 |
| 5th row | 60 |
Common Values
| Value | Count | Frequency (%) |
| 60 | 235 | |
| 120 | 229 | |
| 90 | 179 | |
| 144 | 13 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 60 | 235 | |
| 120 | 229 | |
| 90 | 179 | |
| 144 | 13 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 643 | |
| 1 | 242 | 15.6% |
| 6 | 235 | 15.1% |
| 2 | 229 | 14.7% |
| 9 | 179 | 11.5% |
| 4 | 26 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1554 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 643 | |
| 1 | 242 | 15.6% |
| 6 | 235 | 15.1% |
| 2 | 229 | 14.7% |
| 9 | 179 | 11.5% |
| 4 | 26 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1554 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 643 | |
| 1 | 242 | 15.6% |
| 6 | 235 | 15.1% |
| 2 | 229 | 14.7% |
| 9 | 179 | 11.5% |
| 4 | 26 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1554 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 643 | |
| 1 | 242 | 15.6% |
| 6 | 235 | 15.1% |
| 2 | 229 | 14.7% |
| 9 | 179 | 11.5% |
| 4 | 26 | 1.7% |
RAM
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6112805 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.4212408 |
|---|---|
| Coefficient of variation (CV) | 0.36622872 |
| Kurtosis | 0.76021901 |
| Mean | 6.6112805 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.72710044 |
| Sum | 4337 |
| Variance | 5.8624069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 8 | 233 | |
| 6 | 176 | |
| 4 | 169 | |
| 12 | 53 | 8.1% |
| 3 | 16 | 2.4% |
| 2 | 4 | 0.6% |
| 16 | 3 | 0.5% |
| 0 | 1 | 0.2% |
| 1 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 1 | 1 | 0.2% |
| 2 | 4 | 0.6% |
| 3 | 16 | 2.4% |
| 4 | 169 | |
| 6 | 176 | |
| 8 | 233 | |
| 12 | 53 | 8.1% |
| 16 | 3 | 0.5% |
| Value | Count | Frequency (%) |
| 16 | 3 | 0.5% |
| 12 | 53 | 8.1% |
| 8 | 233 | |
| 6 | 176 | |
| 4 | 169 | |
| 3 | 16 | 2.4% |
| 2 | 4 | 0.6% |
| 1 | 1 | 0.2% |
| 0 | 1 | 0.2% |
Memory
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 136.03049 |
| Minimum | 4 |
|---|---|
| Maximum | 512 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 64 |
| Q1 | 64 |
| median | 128 |
| Q3 | 128 |
| 95-th percentile | 256 |
| Maximum | 512 |
| Range | 508 |
| Interquartile range (IQR) | 64 |
Descriptive statistics
| Standard deviation | 73.302046 |
|---|---|
| Coefficient of variation (CV) | 0.53886483 |
| Kurtosis | 5.0214663 |
| Mean | 136.03049 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.6699652 |
| Sum | 89236 |
| Variance | 5373.1899 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 128 | 371 | |
| 64 | 142 | 21.6% |
| 256 | 113 | 17.2% |
| 32 | 18 | 2.7% |
| 512 | 6 | 0.9% |
| 16 | 5 | 0.8% |
| 4 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.2% |
| 16 | 5 | 0.8% |
| 32 | 18 | 2.7% |
| 64 | 142 | 21.6% |
| 128 | 371 | |
| 256 | 113 | 17.2% |
| 512 | 6 | 0.9% |
| Value | Count | Frequency (%) |
| 512 | 6 | 0.9% |
| 256 | 113 | 17.2% |
| 128 | 371 | |
| 64 | 142 | 21.6% |
| 32 | 18 | 2.7% |
| 16 | 5 | 0.8% |
| 4 | 1 | 0.2% |
NoofCam
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.3 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 656 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 347 | |
| 4 | 138 | 21.0% |
| 2 | 132 | 20.1% |
| 1 | 39 | 5.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 347 | |
| 4 | 138 | 21.0% |
| 2 | 132 | 20.1% |
| 1 | 39 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 347 | |
| 4 | 138 | 21.0% |
| 2 | 132 | 20.1% |
| 1 | 39 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 347 | |
| 4 | 138 | 21.0% |
| 2 | 132 | 20.1% |
| 1 | 39 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 347 | |
| 4 | 138 | 21.0% |
| 2 | 132 | 20.1% |
| 1 | 39 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 347 | |
| 4 | 138 | 21.0% |
| 2 | 132 | 20.1% |
| 1 | 39 | 5.9% |
MainCamMP
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.213415 |
| Minimum | 5 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 48 |
| median | 50 |
| Q3 | 64 |
| 95-th percentile | 108 |
| Maximum | 200 |
| Range | 195 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 29.654708 |
|---|---|
| Coefficient of variation (CV) | 0.59057342 |
| Kurtosis | 5.8024889 |
| Mean | 50.213415 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 1.5452785 |
| Sum | 32940 |
| Variance | 879.40171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 50 | 199 | |
| 64 | 130 | |
| 48 | 111 | |
| 12 | 72 | 11.0% |
| 13 | 53 | 8.1% |
| 108 | 52 | 7.9% |
| 16 | 22 | 3.4% |
| 200 | 7 | 1.1% |
| 100 | 3 | 0.5% |
| 5 | 2 | 0.3% |
| Other values (4) | 5 | 0.8% |
| Value | Count | Frequency (%) |
| 5 | 2 | 0.3% |
| 8 | 1 | 0.2% |
| 12 | 72 | 11.0% |
| 13 | 53 | 8.1% |
| 16 | 22 | 3.4% |
| 21 | 1 | 0.2% |
| 25 | 2 | 0.3% |
| 32 | 1 | 0.2% |
| 48 | 111 | |
| 50 | 199 |
| Value | Count | Frequency (%) |
| 200 | 7 | 1.1% |
| 108 | 52 | 7.9% |
| 100 | 3 | 0.5% |
| 64 | 130 | |
| 50 | 199 | |
| 48 | 111 | |
| 32 | 1 | 0.2% |
| 25 | 2 | 0.3% |
| 21 | 1 | 0.2% |
| 16 | 22 | 3.4% |
FrontCamMP
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.41311 |
| Minimum | 2 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 8 |
| median | 16 |
| Q3 | 20 |
| 95-th percentile | 32 |
| Maximum | 60 |
| Range | 58 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.292297 |
|---|---|
| Coefficient of variation (CV) | 0.59106597 |
| Kurtosis | 2.1953349 |
| Mean | 17.41311 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.459734 |
| Sum | 11423 |
| Variance | 105.93137 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 16 | 229 | |
| 8 | 136 | |
| 32 | 97 | |
| 13 | 45 | 6.9% |
| 20 | 37 | 5.6% |
| 5 | 24 | 3.7% |
| 12 | 21 | 3.2% |
| 10 | 20 | 3.0% |
| 50 | 11 | 1.7% |
| 44 | 10 | 1.5% |
| Other values (7) | 26 | 4.0% |
| Value | Count | Frequency (%) |
| 2 | 2 | 0.3% |
| 5 | 24 | 3.7% |
| 7 | 6 | 0.9% |
| 8 | 136 | |
| 10 | 20 | 3.0% |
| 11 | 1 | 0.2% |
| 12 | 21 | 3.2% |
| 13 | 45 | 6.9% |
| 16 | 229 | |
| 20 | 37 | 5.6% |
| Value | Count | Frequency (%) |
| 60 | 4 | 0.6% |
| 50 | 11 | 1.7% |
| 44 | 10 | 1.5% |
| 40 | 4 | 0.6% |
| 32 | 97 | |
| 25 | 7 | 1.1% |
| 24 | 2 | 0.3% |
| 20 | 37 | 5.6% |
| 16 | 229 | |
| 13 | 45 | 6.9% |
Battery
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4642.032 |
| Minimum | 1700 |
|---|---|
| Maximum | 7000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1700 |
|---|---|
| 5-th percentile | 3007.5 |
| Q1 | 4353.75 |
| median | 5000 |
| Q3 | 5000 |
| 95-th percentile | 6000 |
| Maximum | 7000 |
| Range | 5300 |
| Interquartile range (IQR) | 646.25 |
Descriptive statistics
| Standard deviation | 765.6512 |
|---|---|
| Coefficient of variation (CV) | 0.1649388 |
| Kurtosis | 1.7827375 |
| Mean | 4642.032 |
| Median Absolute Deviation (MAD) | 160 |
| Skewness | -0.9417035 |
| Sum | 3045173 |
| Variance | 586221.76 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5000 | 306 | |
| 4500 | 81 | 12.3% |
| 6000 | 44 | 6.7% |
| 4000 | 29 | 4.4% |
| 4200 | 11 | 1.7% |
| 3000 | 11 | 1.7% |
| 5020 | 10 | 1.5% |
| 4300 | 9 | 1.4% |
| 3500 | 9 | 1.4% |
| 3700 | 8 | 1.2% |
| Other values (68) | 138 |
| Value | Count | Frequency (%) |
| 1700 | 1 | |
| 1821 | 2 | |
| 2000 | 1 | |
| 2018 | 2 | |
| 2227 | 2 | |
| 2406 | 2 | |
| 2550 | 1 | |
| 2600 | 2 | |
| 2650 | 1 | |
| 2800 | 1 |
| Value | Count | Frequency (%) |
| 7000 | 2 | 0.3% |
| 6000 | 44 | 6.7% |
| 5300 | 1 | 0.2% |
| 5160 | 4 | 0.6% |
| 5080 | 2 | 0.3% |
| 5065 | 2 | 0.3% |
| 5050 | 2 | 0.3% |
| 5020 | 10 | 1.5% |
| 5003 | 1 | 0.2% |
| 5000 | 306 |
Wireless Ch
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 656 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 571 | |
| 1 | 85 | 13.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 571 | |
| 1 | 85 | 13.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 571 | |
| 1 | 85 | 13.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 571 | |
| 1 | 85 | 13.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 571 | |
| 1 | 85 | 13.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 571 | |
| 1 | 85 | 13.0% |
Fast Charging
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.3 KiB |
| 1 | |
|---|---|
| 0 | 53 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 656 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 603 | |
| 0 | 53 | 8.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 603 | |
| 0 | 53 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 603 | |
| 0 | 53 | 8.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 603 | |
| 0 | 53 | 8.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 603 | |
| 0 | 53 | 8.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 603 | |
| 0 | 53 | 8.1% |
Fingerprint
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.3 KiB |
| 1 | |
|---|---|
| 0 | 29 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 656 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 627 | |
| 0 | 29 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 627 | |
| 0 | 29 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 627 | |
| 0 | 29 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 627 | |
| 0 | 29 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 627 | |
| 0 | 29 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 627 | |
| 0 | 29 | 4.4% |
Dual SIM
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.3 KiB |
| 1 | |
|---|---|
| 0 | 7 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 656 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 649 | |
| 0 | 7 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 649 | |
| 0 | 7 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 649 | |
| 0 | 7 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 649 | |
| 0 | 7 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 649 | |
| 0 | 7 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 649 | |
| 0 | 7 | 1.1% |
Age
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 78 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.832317 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 7 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 18 |
| Q3 | 33 |
| 95-th percentile | 60.25 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 18.11682 |
|---|---|
| Coefficient of variation (CV) | 0.76017871 |
| Kurtosis | 1.5968782 |
| Mean | 23.832317 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.2618658 |
| Sum | 15634 |
| Variance | 328.21917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 36 | 5.5% |
| 28 | 35 | 5.3% |
| 14 | 29 | 4.4% |
| 13 | 29 | 4.4% |
| 16 | 25 | 3.8% |
| 27 | 25 | 3.8% |
| 17 | 25 | 3.8% |
| 9 | 22 | 3.4% |
| 2 | 21 | 3.2% |
| 3 | 21 | 3.2% |
| Other values (68) | 388 |
| Value | Count | Frequency (%) |
| 0 | 7 | 1.1% |
| 1 | 6 | 0.9% |
| 2 | 21 | |
| 3 | 21 | |
| 4 | 16 | |
| 5 | 18 | |
| 6 | 8 | 1.2% |
| 7 | 1 | 0.2% |
| 8 | 12 | |
| 9 | 22 |
| Value | Count | Frequency (%) |
| 99 | 1 | |
| 98 | 1 | |
| 94 | 1 | |
| 87 | 1 | |
| 86 | 1 | |
| 84 | 1 | |
| 83 | 1 | |
| 81 | 1 | |
| 77 | 1 | |
| 76 | 1 |
Resolution X
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1041.1098 |
| Minimum | 480 |
|---|---|
| Maximum | 1768 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 480 |
|---|---|
| 5-th percentile | 720 |
| Q1 | 1080 |
| median | 1080 |
| Q3 | 1080 |
| 95-th percentile | 1440 |
| Maximum | 1768 |
| Range | 1288 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 168.96372 |
|---|---|
| Coefficient of variation (CV) | 0.16229194 |
| Kurtosis | 1.6276125 |
| Mean | 1041.1098 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.40101218 |
| Sum | 682968 |
| Variance | 28548.739 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1080 | 493 | |
| 720 | 102 | 15.5% |
| 1440 | 33 | 5.0% |
| 1170 | 10 | 1.5% |
| 750 | 4 | 0.6% |
| 828 | 4 | 0.6% |
| 1260 | 3 | 0.5% |
| 480 | 2 | 0.3% |
| 1284 | 2 | 0.3% |
| 1240 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 480 | 2 | 0.3% |
| 720 | 102 | 15.5% |
| 750 | 4 | 0.6% |
| 828 | 4 | 0.6% |
| 1080 | 493 | |
| 1170 | 10 | 1.5% |
| 1240 | 2 | 0.3% |
| 1260 | 3 | 0.5% |
| 1284 | 2 | 0.3% |
| 1440 | 33 | 5.0% |
| Value | Count | Frequency (%) |
| 1768 | 1 | 0.2% |
| 1440 | 33 | 5.0% |
| 1284 | 2 | 0.3% |
| 1260 | 3 | 0.5% |
| 1240 | 2 | 0.3% |
| 1170 | 10 | 1.5% |
| 1080 | 493 | |
| 828 | 4 | 0.6% |
| 750 | 4 | 0.6% |
| 720 | 102 | 15.5% |
Resolution Y
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2283.9665 |
| Minimum | 800 |
|---|---|
| Maximum | 3216 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 800 |
|---|---|
| 5-th percentile | 1560 |
| Q1 | 2340 |
| median | 2400 |
| Q3 | 2400 |
| 95-th percentile | 2800 |
| Maximum | 3216 |
| Range | 2416 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 381.65532 |
|---|---|
| Coefficient of variation (CV) | 0.16710198 |
| Kurtosis | 1.3709097 |
| Mean | 2283.9665 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.77268474 |
| Sum | 1498282 |
| Variance | 145660.78 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 2400 | 284 | |
| 2340 | 61 | 9.3% |
| 1600 | 58 | 8.8% |
| 2408 | 57 | 8.7% |
| 2412 | 33 | 5.0% |
| 1612 | 12 | 1.8% |
| 1920 | 10 | 1.5% |
| 2532 | 10 | 1.5% |
| 2460 | 10 | 1.5% |
| 2280 | 9 | 1.4% |
| Other values (30) | 112 | 17.1% |
| Value | Count | Frequency (%) |
| 800 | 1 | 0.2% |
| 854 | 1 | 0.2% |
| 1280 | 6 | 0.9% |
| 1334 | 4 | 0.6% |
| 1440 | 5 | 0.8% |
| 1520 | 7 | 1.1% |
| 1544 | 4 | 0.6% |
| 1560 | 6 | 0.9% |
| 1600 | 58 | |
| 1612 | 12 | 1.8% |
| Value | Count | Frequency (%) |
| 3216 | 9 | |
| 3200 | 8 | |
| 3120 | 3 | 0.5% |
| 3088 | 3 | 0.5% |
| 3040 | 3 | 0.5% |
| 2960 | 6 | |
| 2800 | 3 | 0.5% |
| 2778 | 2 | 0.3% |
| 2772 | 2 | 0.3% |
| 2640 | 4 |
4G
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.3 KiB |
| 1 | |
|---|---|
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 656 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 655 | |
| 0 | 1 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 655 | |
| 0 | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 655 | |
| 0 | 1 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 655 | |
| 0 | 1 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 655 | |
| 0 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 655 | |
| 0 | 1 | 0.2% |
5G
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 656 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 345 | |
| 1 | 311 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 345 | |
| 1 | 311 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 345 | |
| 1 | 311 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 345 | |
| 1 | 311 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 656 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 345 | |
| 1 | 311 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 656 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 345 | |
| 1 | 311 |
MaxSpeed
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3848323 |
| Minimum | 1.2 |
|---|---|
| Maximum | 3.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 1.2 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 2.05 |
| median | 2.3 |
| Q3 | 2.7075 |
| 95-th percentile | 3.2 |
| Maximum | 3.36 |
| Range | 2.16 |
| Interquartile range (IQR) | 0.6575 |
Descriptive statistics
| Standard deviation | 0.41043225 |
|---|---|
| Coefficient of variation (CV) | 0.17210109 |
| Kurtosis | -0.32378504 |
| Mean | 2.3848323 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.40281574 |
| Sum | 1564.45 |
| Variance | 0.16845463 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 2 | 120 | |
| 2.2 | 97 | |
| 2.4 | 96 | |
| 2.3 | 60 | |
| 2.84 | 31 | 4.7% |
| 2.05 | 31 | 4.7% |
| 3 | 30 | 4.6% |
| 3.2 | 26 | 4.0% |
| 1.8 | 20 | 3.0% |
| 2.6 | 19 | 2.9% |
| Other values (25) | 126 |
| Value | Count | Frequency (%) |
| 1.2 | 1 | 0.2% |
| 1.3 | 1 | 0.2% |
| 1.4 | 6 | 0.9% |
| 1.5 | 3 | 0.5% |
| 1.6 | 3 | 0.5% |
| 1.7 | 1 | 0.2% |
| 1.8 | 20 | 3.0% |
| 1.82 | 1 | 0.2% |
| 1.95 | 2 | 0.3% |
| 2 | 120 |
| Value | Count | Frequency (%) |
| 3.36 | 3 | 0.5% |
| 3.23 | 13 | |
| 3.2 | 26 | |
| 3.1 | 8 | 1.2% |
| 3.05 | 5 | 0.8% |
| 3 | 30 | |
| 2.96 | 4 | 0.6% |
| 2.91 | 4 | 0.6% |
| 2.9 | 3 | 0.5% |
| 2.85 | 13 |
MaxVideoResolutionWidth
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3199.0244 |
| Minimum | 1280 |
|---|---|
| Maximum | 7680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 1280 |
|---|---|
| 5-th percentile | 1920 |
| Q1 | 1920 |
| median | 3840 |
| Q3 | 3840 |
| 95-th percentile | 7680 |
| Maximum | 7680 |
| Range | 6400 |
| Interquartile range (IQR) | 1920 |
Descriptive statistics
| Standard deviation | 1495.6112 |
|---|---|
| Coefficient of variation (CV) | 0.46752103 |
| Kurtosis | 2.3837338 |
| Mean | 3199.0244 |
| Median Absolute Deviation (MAD) | 1920 |
| Skewness | 1.4576406 |
| Sum | 2098560 |
| Variance | 2236852.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3840 | 307 | |
| 1920 | 300 | |
| 7680 | 41 | 6.2% |
| 2560 | 4 | 0.6% |
| 5760 | 3 | 0.5% |
| 1280 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 1280 | 1 | 0.2% |
| 1920 | 300 | |
| 2560 | 4 | 0.6% |
| 3840 | 307 | |
| 5760 | 3 | 0.5% |
| 7680 | 41 | 6.2% |
| Value | Count | Frequency (%) |
| 7680 | 41 | 6.2% |
| 5760 | 3 | 0.5% |
| 3840 | 307 | |
| 2560 | 4 | 0.6% |
| 1920 | 300 | |
| 1280 | 1 | 0.2% |
MaxVideoResolutionHeight
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1799.4512 |
| Minimum | 720 |
|---|---|
| Maximum | 4320 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 720 |
|---|---|
| 5-th percentile | 1080 |
| Q1 | 1080 |
| median | 2160 |
| Q3 | 2160 |
| 95-th percentile | 4320 |
| Maximum | 4320 |
| Range | 3600 |
| Interquartile range (IQR) | 1080 |
Descriptive statistics
| Standard deviation | 841.28129 |
|---|---|
| Coefficient of variation (CV) | 0.46752103 |
| Kurtosis | 2.3837338 |
| Mean | 1799.4512 |
| Median Absolute Deviation (MAD) | 1080 |
| Skewness | 1.4576406 |
| Sum | 1180440 |
| Variance | 707754.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2160 | 307 | |
| 1080 | 300 | |
| 4320 | 41 | 6.2% |
| 1440 | 4 | 0.6% |
| 3240 | 3 | 0.5% |
| 720 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 720 | 1 | 0.2% |
| 1080 | 300 | |
| 1440 | 4 | 0.6% |
| 2160 | 307 | |
| 3240 | 3 | 0.5% |
| 4320 | 41 | 6.2% |
| Value | Count | Frequency (%) |
| 4320 | 41 | 6.2% |
| 3240 | 3 | 0.5% |
| 2160 | 307 | |
| 1440 | 4 | 0.6% |
| 1080 | 300 | |
| 720 | 1 | 0.2% |
MaxFrameRate
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.9 KiB |
| 30 | |
|---|---|
| 24 | 46 |
| 60 | 16 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1312 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 30 |
|---|---|
| 2nd row | 30 |
| 3rd row | 30 |
| 4th row | 30 |
| 5th row | 30 |
Common Values
| Value | Count | Frequency (%) |
| 30 | 594 | |
| 24 | 46 | 7.0% |
| 60 | 16 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 30 | 594 | |
| 24 | 46 | 7.0% |
| 60 | 16 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 610 | |
| 3 | 594 | |
| 2 | 46 | 3.5% |
| 4 | 46 | 3.5% |
| 6 | 16 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1312 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 610 | |
| 3 | 594 | |
| 2 | 46 | 3.5% |
| 4 | 46 | 3.5% |
| 6 | 16 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1312 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 610 | |
| 3 | 594 | |
| 2 | 46 | 3.5% |
| 4 | 46 | 3.5% |
| 6 | 16 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1312 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 610 | |
| 3 | 594 | |
| 2 | 46 | 3.5% |
| 4 | 46 | 3.5% |
| 6 | 16 | 1.2% |
OpSys_version
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.059451 |
| Minimum | 4 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 10 |
| median | 11 |
| Q3 | 12 |
| 95-th percentile | 13 |
| Maximum | 16 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6451091 |
|---|---|
| Coefficient of variation (CV) | 0.14875142 |
| Kurtosis | 2.2182146 |
| Mean | 11.059451 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.72687927 |
| Sum | 7255 |
| Variance | 2.7063838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 11 | 214 | |
| 12 | 175 | |
| 10 | 82 | 12.5% |
| 13 | 73 | 11.1% |
| 9 | 50 | 7.6% |
| 8 | 22 | 3.4% |
| 7 | 11 | 1.7% |
| 15 | 8 | 1.2% |
| 5 | 5 | 0.8% |
| 6 | 5 | 0.8% |
| Other values (3) | 11 | 1.7% |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.2% |
| 5 | 5 | 0.8% |
| 6 | 5 | 0.8% |
| 7 | 11 | 1.7% |
| 8 | 22 | 3.4% |
| 9 | 50 | 7.6% |
| 10 | 82 | 12.5% |
| 11 | 214 | |
| 12 | 175 | |
| 13 | 73 | 11.1% |
| Value | Count | Frequency (%) |
| 16 | 5 | 0.8% |
| 15 | 8 | 1.2% |
| 14 | 5 | 0.8% |
| 13 | 73 | 11.1% |
| 12 | 175 | |
| 11 | 214 | |
| 10 | 82 | 12.5% |
| 9 | 50 | 7.6% |
| 8 | 22 | 3.4% |
| 7 | 11 | 1.7% |
ScreenType_LCD
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1968 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 359 | |
| 1.0 | 297 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 359 | |
| 1.0 | 297 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1015 | |
| . | 656 | |
| 1 | 297 | 15.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1312 | |
| Other Punctuation | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1015 | |
| 1 | 297 | 22.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 656 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1968 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1015 | |
| . | 656 | |
| 1 | 297 | 15.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1968 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1015 | |
| . | 656 | |
| 1 | 297 | 15.1% |
ScreenType_OLED
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 45 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1968 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 611 | |
| 1.0 | 45 | 6.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 611 | |
| 1.0 | 45 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| . | 656 | |
| 1 | 45 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1312 | |
| Other Punctuation | 656 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| 1 | 45 | 3.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 656 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1968 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| . | 656 | |
| 1 | 45 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1968 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1267 | |
| . | 656 | |
| 1 | 45 | 2.3% |
Brand_encoded
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25394.498 |
| Minimum | 18504.425 |
|---|---|
| Maximum | 65523.542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 KiB |
Quantile statistics
| Minimum | 18504.425 |
|---|---|
| 5-th percentile | 18504.425 |
| Q1 | 20240.621 |
| median | 22107.037 |
| Q3 | 30017.103 |
| 95-th percentile | 36682.923 |
| Maximum | 65523.542 |
| Range | 47019.117 |
| Interquartile range (IQR) | 9776.4819 |
Descriptive statistics
| Standard deviation | 9207.7109 |
|---|---|
| Coefficient of variation (CV) | 0.36258685 |
| Kurtosis | 10.533375 |
| Mean | 25394.498 |
| Median Absolute Deviation (MAD) | 2610.4078 |
| Skewness | 3.0779001 |
| Sum | 16658790 |
| Variance | 84781941 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 30017.10256 | 117 | |
| 22850.07826 | 115 | |
| 21115.56701 | 97 | |
| 19496.62921 | 89 | |
| 22107.03704 | 54 | |
| 18504.425 | 40 | 6.1% |
| 36682.92308 | 39 | 5.9% |
| 25247.86738 | 32 | 4.9% |
| 20240.62069 | 29 | 4.4% |
| 65523.54167 | 24 | 3.7% |
| Value | Count | Frequency (%) |
| 18504.425 | 40 | 6.1% |
| 19496.62921 | 89 | |
| 20177.73369 | 20 | 3.0% |
| 20240.62069 | 29 | 4.4% |
| 21115.56701 | 97 | |
| 22107.03704 | 54 | |
| 22850.07826 | 115 | |
| 25247.86738 | 32 | 4.9% |
| 30017.10256 | 117 | |
| 36682.92308 | 39 | 5.9% |
| Value | Count | Frequency (%) |
| 65523.54167 | 24 | 3.7% |
| 36682.92308 | 39 | 5.9% |
| 30017.10256 | 117 | |
| 25247.86738 | 32 | 4.9% |
| 22850.07826 | 115 | |
| 22107.03704 | 54 | |
| 21115.56701 | 97 | |
| 20240.62069 | 29 | 4.4% |
| 20177.73369 | 20 | 3.0% |
| 19496.62921 | 89 |
| Price | Weight | Screen Size | PPI | RAM | Memory | MainCamMP | FrontCamMP | Battery | Age | Resolution X | Resolution Y | MaxSpeed | MaxVideoResolutionWidth | MaxVideoResolutionHeight | OpSys_version | Brand_encoded | Refresh Rate | NoofCam | Wireless Ch | Fast Charging | Fingerprint | Dual SIM | 4G | 5G | MaxFrameRate | ScreenType_LCD | ScreenType_OLED | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Price | 1.000 | -0.086 | 0.093 | 0.393 | 0.640 | 0.634 | 0.095 | 0.425 | -0.470 | -0.063 | 0.525 | 0.334 | 0.726 | 0.705 | 0.705 | 0.258 | 0.374 | 0.321 | 0.094 | 0.698 | 0.176 | 0.383 | 0.072 | 0.000 | 0.532 | 0.500 | 0.576 | 0.340 |
| Weight | -0.086 | 1.000 | 0.581 | -0.256 | 0.102 | 0.098 | 0.219 | -0.047 | 0.590 | -0.182 | 0.047 | 0.188 | 0.090 | 0.028 | 0.028 | 0.095 | -0.138 | 0.198 | 0.362 | 0.324 | 0.329 | 0.310 | 0.378 | 0.487 | 0.161 | 0.284 | 0.321 | 0.259 |
| Screen Size | 0.093 | 0.581 | 1.000 | -0.282 | 0.372 | 0.307 | 0.473 | 0.175 | 0.495 | -0.505 | 0.238 | 0.480 | 0.264 | 0.119 | 0.119 | 0.373 | -0.255 | 0.279 | 0.436 | 0.489 | 0.384 | 0.627 | 0.406 | 0.994 | 0.334 | 0.349 | 0.123 | 0.417 |
| PPI | 0.393 | -0.256 | -0.282 | 1.000 | 0.297 | 0.267 | 0.037 | 0.245 | -0.311 | 0.011 | 0.749 | 0.543 | 0.324 | 0.374 | 0.374 | 0.103 | 0.182 | 0.285 | 0.342 | 0.679 | 0.497 | 0.612 | 0.296 | 0.697 | 0.388 | 0.570 | 0.502 | 0.585 |
| RAM | 0.640 | 0.102 | 0.372 | 0.297 | 1.000 | 0.726 | 0.443 | 0.527 | -0.071 | -0.295 | 0.454 | 0.416 | 0.548 | 0.518 | 0.518 | 0.279 | 0.029 | 0.312 | 0.372 | 0.172 | 0.469 | 0.293 | 0.159 | 0.701 | 0.505 | 0.202 | 0.544 | 0.000 |
| Memory | 0.634 | 0.098 | 0.307 | 0.267 | 0.726 | 1.000 | 0.319 | 0.381 | -0.065 | -0.344 | 0.410 | 0.398 | 0.569 | 0.472 | 0.472 | 0.397 | 0.110 | 0.258 | 0.355 | 0.301 | 0.566 | 0.349 | 0.070 | 0.185 | 0.492 | 0.246 | 0.473 | 0.222 |
| MainCamMP | 0.095 | 0.219 | 0.473 | 0.037 | 0.443 | 0.319 | 1.000 | 0.433 | 0.330 | -0.473 | 0.200 | 0.356 | 0.158 | 0.136 | 0.136 | 0.350 | -0.296 | 0.321 | 0.335 | 0.376 | 0.414 | 0.364 | 0.131 | 0.000 | 0.318 | 0.200 | 0.335 | 0.221 |
| FrontCamMP | 0.425 | -0.047 | 0.175 | 0.245 | 0.527 | 0.381 | 0.433 | 1.000 | -0.149 | -0.010 | 0.342 | 0.220 | 0.310 | 0.440 | 0.440 | 0.002 | -0.079 | 0.320 | 0.352 | 0.379 | 0.435 | 0.281 | 0.093 | 0.133 | 0.286 | 0.251 | 0.475 | 0.272 |
| Battery | -0.470 | 0.590 | 0.495 | -0.311 | -0.071 | -0.065 | 0.330 | -0.149 | 1.000 | -0.398 | -0.135 | 0.125 | -0.190 | -0.332 | -0.332 | 0.226 | -0.306 | 0.220 | 0.429 | 0.478 | 0.333 | 0.612 | 0.296 | 0.334 | 0.344 | 0.325 | 0.452 | 0.343 |
| Age | -0.063 | -0.182 | -0.505 | 0.011 | -0.295 | -0.344 | -0.473 | -0.010 | -0.398 | 1.000 | -0.145 | -0.402 | -0.295 | 0.091 | 0.091 | -0.874 | 0.059 | 0.240 | 0.509 | 0.123 | 0.531 | 0.257 | 0.291 | 0.565 | 0.485 | 0.274 | 0.201 | 0.044 |
| Resolution X | 0.525 | 0.047 | 0.238 | 0.749 | 0.454 | 0.410 | 0.200 | 0.342 | -0.135 | -0.145 | 1.000 | 0.772 | 0.485 | 0.502 | 0.502 | 0.227 | 0.056 | 0.261 | 0.265 | 0.659 | 0.490 | 0.613 | 0.245 | 0.699 | 0.392 | 0.551 | 0.492 | 0.429 |
| Resolution Y | 0.334 | 0.188 | 0.480 | 0.543 | 0.416 | 0.398 | 0.356 | 0.220 | 0.125 | -0.402 | 0.772 | 1.000 | 0.423 | 0.290 | 0.290 | 0.427 | 0.022 | 0.279 | 0.491 | 0.612 | 0.633 | 0.564 | 0.431 | 0.697 | 0.417 | 0.477 | 0.513 | 0.382 |
| MaxSpeed | 0.726 | 0.090 | 0.264 | 0.324 | 0.548 | 0.569 | 0.158 | 0.310 | -0.190 | -0.295 | 0.485 | 0.423 | 1.000 | 0.665 | 0.665 | 0.451 | 0.193 | 0.318 | 0.326 | 0.501 | 0.492 | 0.379 | 0.113 | 0.332 | 0.633 | 0.393 | 0.536 | 0.299 |
| MaxVideoResolutionWidth | 0.705 | 0.028 | 0.119 | 0.374 | 0.518 | 0.472 | 0.136 | 0.440 | -0.332 | 0.091 | 0.502 | 0.290 | 0.665 | 1.000 | 1.000 | 0.074 | 0.194 | 0.330 | 0.128 | 0.480 | 0.278 | 0.102 | 0.220 | 0.000 | 0.363 | 0.455 | 0.559 | 0.317 |
| MaxVideoResolutionHeight | 0.705 | 0.028 | 0.119 | 0.374 | 0.518 | 0.472 | 0.136 | 0.440 | -0.332 | 0.091 | 0.502 | 0.290 | 0.665 | 1.000 | 1.000 | 0.074 | 0.194 | 0.330 | 0.128 | 0.480 | 0.278 | 0.102 | 0.220 | 0.000 | 0.363 | 0.455 | 0.559 | 0.317 |
| OpSys_version | 0.258 | 0.095 | 0.373 | 0.103 | 0.279 | 0.397 | 0.350 | 0.002 | 0.226 | -0.874 | 0.227 | 0.427 | 0.451 | 0.074 | 0.074 | 1.000 | 0.156 | 0.280 | 0.494 | 0.436 | 0.554 | 0.739 | 0.074 | 0.390 | 0.563 | 0.442 | 0.265 | 0.550 |
| Brand_encoded | 0.374 | -0.138 | -0.255 | 0.182 | 0.029 | 0.110 | -0.296 | -0.079 | -0.306 | 0.059 | 0.056 | 0.022 | 0.193 | 0.194 | 0.194 | 0.156 | 1.000 | 0.161 | 0.287 | 0.625 | 0.166 | 0.750 | 0.283 | 0.000 | 0.225 | 0.426 | 0.188 | 0.613 |
| Refresh Rate | 0.321 | 0.198 | 0.279 | 0.285 | 0.312 | 0.258 | 0.321 | 0.320 | 0.220 | 0.240 | 0.261 | 0.279 | 0.318 | 0.330 | 0.330 | 0.280 | 0.161 | 1.000 | 0.208 | 0.183 | 0.332 | 0.216 | 0.038 | 0.000 | 0.560 | 0.153 | 0.356 | 0.228 |
| NoofCam | 0.094 | 0.362 | 0.436 | 0.342 | 0.372 | 0.355 | 0.335 | 0.352 | 0.429 | 0.509 | 0.265 | 0.491 | 0.326 | 0.128 | 0.128 | 0.494 | 0.287 | 0.208 | 1.000 | 0.229 | 0.453 | 0.351 | 0.344 | 0.140 | 0.364 | 0.132 | 0.252 | 0.243 |
| Wireless Ch | 0.698 | 0.324 | 0.489 | 0.679 | 0.172 | 0.301 | 0.376 | 0.379 | 0.478 | 0.123 | 0.659 | 0.612 | 0.501 | 0.480 | 0.480 | 0.436 | 0.625 | 0.183 | 0.229 | 1.000 | 0.099 | 0.368 | 0.199 | 0.000 | 0.161 | 0.681 | 0.262 | 0.460 |
| Fast Charging | 0.176 | 0.329 | 0.384 | 0.497 | 0.469 | 0.566 | 0.414 | 0.435 | 0.333 | 0.531 | 0.490 | 0.633 | 0.492 | 0.278 | 0.278 | 0.554 | 0.166 | 0.332 | 0.453 | 0.099 | 1.000 | 0.135 | 0.000 | 0.046 | 0.262 | 0.078 | 0.307 | 0.057 |
| Fingerprint | 0.383 | 0.310 | 0.627 | 0.612 | 0.293 | 0.349 | 0.364 | 0.281 | 0.612 | 0.257 | 0.613 | 0.564 | 0.379 | 0.102 | 0.102 | 0.739 | 0.750 | 0.216 | 0.351 | 0.368 | 0.135 | 1.000 | 0.000 | 0.000 | 0.000 | 0.410 | 0.000 | 0.424 |
| Dual SIM | 0.072 | 0.378 | 0.406 | 0.296 | 0.159 | 0.070 | 0.131 | 0.093 | 0.296 | 0.291 | 0.245 | 0.431 | 0.113 | 0.220 | 0.220 | 0.074 | 0.283 | 0.038 | 0.344 | 0.199 | 0.000 | 0.000 | 1.000 | 0.000 | 0.037 | 0.168 | 0.000 | 0.233 |
| 4G | 0.000 | 0.487 | 0.994 | 0.697 | 0.701 | 0.185 | 0.000 | 0.133 | 0.334 | 0.565 | 0.699 | 0.697 | 0.332 | 0.000 | 0.000 | 0.390 | 0.000 | 0.000 | 0.140 | 0.000 | 0.046 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| 5G | 0.532 | 0.161 | 0.334 | 0.388 | 0.505 | 0.492 | 0.318 | 0.286 | 0.344 | 0.485 | 0.392 | 0.417 | 0.633 | 0.363 | 0.363 | 0.563 | 0.225 | 0.560 | 0.364 | 0.161 | 0.262 | 0.000 | 0.037 | 0.000 | 1.000 | 0.267 | 0.362 | 0.167 |
| MaxFrameRate | 0.500 | 0.284 | 0.349 | 0.570 | 0.202 | 0.246 | 0.200 | 0.251 | 0.325 | 0.274 | 0.551 | 0.477 | 0.393 | 0.455 | 0.455 | 0.442 | 0.426 | 0.153 | 0.132 | 0.681 | 0.078 | 0.410 | 0.168 | 0.000 | 0.267 | 1.000 | 0.196 | 0.324 |
| ScreenType_LCD | 0.576 | 0.321 | 0.123 | 0.502 | 0.544 | 0.473 | 0.335 | 0.475 | 0.452 | 0.201 | 0.492 | 0.513 | 0.536 | 0.559 | 0.559 | 0.265 | 0.188 | 0.356 | 0.252 | 0.262 | 0.307 | 0.000 | 0.000 | 0.000 | 0.362 | 0.196 | 1.000 | 0.238 |
| ScreenType_OLED | 0.340 | 0.259 | 0.417 | 0.585 | 0.000 | 0.222 | 0.221 | 0.272 | 0.343 | 0.044 | 0.429 | 0.382 | 0.299 | 0.317 | 0.317 | 0.550 | 0.613 | 0.228 | 0.243 | 0.460 | 0.057 | 0.424 | 0.233 | 0.000 | 0.167 | 0.324 | 0.238 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Price | Weight | Screen Size | PPI | Refresh Rate | RAM | Memory | NoofCam | MainCamMP | FrontCamMP | Battery | Wireless Ch | Fast Charging | Fingerprint | Dual SIM | Age | Resolution X | Resolution Y | 4G | 5G | MaxSpeed | MaxVideoResolutionWidth | MaxVideoResolutionHeight | MaxFrameRate | OpSys_version | ScreenType_LCD | ScreenType_OLED | Brand_encoded | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 13990 | 206.0 | 6.60 | 400 | 90 | 4 | 128 | 3 | 50 | 13 | 6000 | 0 | 1 | 1 | 1 | 2 | 1080 | 2408 | 1 | 1 | 2.40 | 1920 | 1080 | 30 | 13.0 | 1.0 | 0.0 | 30017.102564 |
| 1 | 14990 | 206.0 | 6.60 | 400 | 90 | 6 | 128 | 3 | 50 | 13 | 6000 | 0 | 1 | 1 | 1 | 2 | 1080 | 2408 | 1 | 1 | 2.40 | 1920 | 1080 | 30 | 13.0 | 1.0 | 0.0 | 30017.102564 |
| 2 | 10758 | 207.0 | 6.60 | 400 | 60 | 4 | 64 | 3 | 50 | 8 | 6000 | 0 | 1 | 1 | 1 | 11 | 1080 | 2408 | 1 | 0 | 2.00 | 1920 | 1080 | 30 | 12.0 | 1.0 | 0.0 | 30017.102564 |
| 3 | 13999 | 205.0 | 6.50 | 270 | 60 | 4 | 64 | 4 | 48 | 8 | 5000 | 0 | 1 | 1 | 1 | 22 | 720 | 1600 | 1 | 0 | 2.00 | 1920 | 1080 | 30 | 11.0 | 1.0 | 0.0 | 30017.102564 |
| 4 | 17999 | 182.0 | 6.40 | 403 | 60 | 6 | 128 | 4 | 64 | 32 | 4000 | 0 | 1 | 1 | 1 | 43 | 1080 | 2340 | 1 | 0 | 2.20 | 3840 | 2160 | 30 | 9.0 | 0.0 | 0.0 | 21115.567010 |
| 5 | 10999 | 157.0 | 5.70 | 282 | 60 | 4 | 64 | 1 | 12 | 5 | 3300 | 0 | 0 | 1 | 1 | 64 | 720 | 1440 | 1 | 0 | 1.80 | 1920 | 1080 | 30 | 7.0 | 1.0 | 0.0 | 19496.629213 |
| 6 | 18390 | 202.0 | 6.67 | 395 | 120 | 6 | 128 | 4 | 108 | 16 | 5000 | 0 | 1 | 1 | 1 | 15 | 1080 | 2400 | 1 | 0 | 2.05 | 1920 | 1080 | 30 | 11.0 | 0.0 | 0.0 | 19496.629213 |
| 7 | 91999 | 203.0 | 6.10 | 457 | 120 | 6 | 512 | 3 | 12 | 12 | 3095 | 1 | 1 | 0 | 1 | 21 | 1170 | 2532 | 1 | 1 | 3.23 | 3840 | 2160 | 24 | 15.0 | 0.0 | 1.0 | 65523.541667 |
| 8 | 23499 | 147.0 | 5.50 | 401 | 90 | 2 | 16 | 1 | 13 | 5 | 2600 | 0 | 0 | 0 | 1 | 98 | 1080 | 1920 | 1 | 0 | 1.70 | 1920 | 1080 | 30 | 5.0 | 1.0 | 0.0 | 25247.867378 |
| 9 | 18000 | 168.0 | 5.50 | 401 | 60 | 4 | 32 | 1 | 13 | 8 | 3000 | 0 | 0 | 1 | 1 | 87 | 1080 | 1920 | 1 | 0 | 1.80 | 1920 | 1080 | 30 | 5.0 | 1.0 | 0.0 | 22850.078261 |
| Price | Weight | Screen Size | PPI | Refresh Rate | RAM | Memory | NoofCam | MainCamMP | FrontCamMP | Battery | Wireless Ch | Fast Charging | Fingerprint | Dual SIM | Age | Resolution X | Resolution Y | 4G | 5G | MaxSpeed | MaxVideoResolutionWidth | MaxVideoResolutionHeight | MaxFrameRate | OpSys_version | ScreenType_LCD | ScreenType_OLED | Brand_encoded | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 646 | 27999 | 199.0 | 6.70 | 393 | 120 | 8 | 256 | 3 | 108 | 32 | 6000 | 0 | 1 | 1 | 1 | 0 | 1080 | 2400 | 1 | 1 | 2.4 | 3840 | 2160 | 30 | 13.0 | 0.0 | 0.0 | 30017.102564 |
| 647 | 18999 | 172.0 | 6.38 | 413 | 90 | 6 | 128 | 2 | 64 | 16 | 4500 | 0 | 1 | 1 | 1 | 2 | 1080 | 2400 | 1 | 1 | 2.2 | 1920 | 1080 | 30 | 13.0 | 0.0 | 0.0 | 22850.078261 |
| 648 | 39999 | 205.0 | 6.74 | 451 | 120 | 8 | 128 | 3 | 50 | 16 | 5000 | 0 | 1 | 1 | 1 | 4 | 1240 | 2772 | 1 | 1 | 3.2 | 3840 | 2160 | 30 | 13.0 | 0.0 | 0.0 | 36682.923077 |
| 649 | 32999 | 180.0 | 6.78 | 388 | 120 | 8 | 128 | 3 | 50 | 50 | 4600 | 0 | 1 | 1 | 1 | 3 | 1080 | 2400 | 1 | 1 | 2.8 | 3840 | 2160 | 30 | 13.0 | 0.0 | 0.0 | 22850.078261 |
| 650 | 24999 | 172.5 | 6.70 | 394 | 120 | 6 | 128 | 3 | 108 | 16 | 5000 | 0 | 1 | 1 | 1 | 6 | 1080 | 2412 | 1 | 1 | 2.6 | 3840 | 2160 | 30 | 13.0 | 0.0 | 0.0 | 21115.567010 |
| 651 | 10999 | 189.5 | 6.72 | 392 | 90 | 4 | 64 | 2 | 64 | 8 | 5000 | 0 | 1 | 1 | 1 | 3 | 1080 | 2400 | 1 | 0 | 2.0 | 1920 | 1080 | 30 | 13.0 | 1.0 | 0.0 | 21115.567010 |
| 652 | 12999 | 184.0 | 6.58 | 401 | 60 | 4 | 128 | 2 | 50 | 8 | 5000 | 0 | 1 | 1 | 1 | 2 | 1080 | 2408 | 1 | 1 | 2.2 | 1920 | 1080 | 30 | 13.0 | 1.0 | 0.0 | 22850.078261 |
| 653 | 27999 | 183.0 | 6.70 | 394 | 120 | 8 | 256 | 3 | 200 | 32 | 5000 | 0 | 1 | 1 | 1 | 0 | 1080 | 2412 | 1 | 1 | 2.6 | 3840 | 2160 | 30 | 13.0 | 0.0 | 0.0 | 21115.567010 |
| 654 | 19999 | 195.0 | 6.72 | 392 | 120 | 8 | 128 | 3 | 108 | 16 | 5000 | 0 | 1 | 1 | 1 | 2 | 1080 | 2400 | 1 | 1 | 2.2 | 1920 | 1080 | 30 | 13.0 | 1.0 | 0.0 | 36682.923077 |
| 655 | 23999 | 185.0 | 6.70 | 394 | 120 | 8 | 128 | 2 | 100 | 16 | 5000 | 0 | 1 | 1 | 1 | 0 | 1080 | 2412 | 1 | 1 | 2.6 | 3840 | 2160 | 30 | 13.0 | 0.0 | 0.0 | 21115.567010 |